Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 731 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 74.4 KiB |
| Average record size in memory | 104.2 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 5 |
mnth is highly overall correlated with season | High correlation |
weekday is highly overall correlated with workingday | High correlation |
temp is highly overall correlated with atemp and 2 other fields | High correlation |
atemp is highly overall correlated with temp and 2 other fields | High correlation |
hum is highly overall correlated with weathersit | High correlation |
rentals is highly overall correlated with temp and 2 other fields | High correlation |
season is highly overall correlated with mnth and 2 other fields | High correlation |
workingday is highly overall correlated with weekday and 1 other fields | High correlation |
weathersit is highly overall correlated with hum | High correlation |
holiday is highly imbalanced (81.2%) | Imbalance |
weekday has 105 (14.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-19 20:47:23.131319 |
|---|---|
| Analysis finished | 2023-08-19 20:47:31.416151 |
| Duration | 8.28 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
day
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.738714 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.8099488 |
|---|---|
| Coefficient of variation (CV) | 0.55976294 |
| Kurtosis | -1.1948637 |
| Mean | 15.738714 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.0060078758 |
| Sum | 11505 |
| Variance | 77.615198 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 1 | 24 | 3.3% |
| 2 | 24 | 3.3% |
| 28 | 24 | 3.3% |
| 27 | 24 | 3.3% |
| 26 | 24 | 3.3% |
| 25 | 24 | 3.3% |
| 24 | 24 | 3.3% |
| 23 | 24 | 3.3% |
| 22 | 24 | 3.3% |
| 21 | 24 | 3.3% |
| Other values (21) | 491 |
| Value | Count | Frequency (%) |
| 1 | 24 | |
| 2 | 24 | |
| 3 | 24 | |
| 4 | 24 | |
| 5 | 24 | |
| 6 | 24 | |
| 7 | 24 | |
| 8 | 24 | |
| 9 | 24 | |
| 10 | 24 |
| Value | Count | Frequency (%) |
| 31 | 14 | |
| 30 | 22 | |
| 29 | 23 | |
| 28 | 24 | |
| 27 | 24 | |
| 26 | 24 | |
| 25 | 24 | |
| 24 | 24 | |
| 23 | 24 | |
| 22 | 24 |
mnth
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5198358 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4519128 |
|---|---|
| Coefficient of variation (CV) | 0.52944781 |
| Kurtosis | -1.209112 |
| Mean | 6.5198358 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.0081486501 |
| Sum | 4766 |
| Variance | 11.915702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 62 | |
| 3 | 62 | |
| 5 | 62 | |
| 7 | 62 | |
| 8 | 62 | |
| 10 | 62 | |
| 12 | 62 | |
| 4 | 60 | |
| 6 | 60 | |
| 9 | 60 | |
| Other values (2) | 117 |
| Value | Count | Frequency (%) |
| 1 | 62 | |
| 2 | 57 | |
| 3 | 62 | |
| 4 | 60 | |
| 5 | 62 | |
| 6 | 60 | |
| 7 | 62 | |
| 8 | 62 | |
| 9 | 60 | |
| 10 | 62 |
| Value | Count | Frequency (%) |
| 12 | 62 | |
| 11 | 60 | |
| 10 | 62 | |
| 9 | 60 | |
| 8 | 62 | |
| 7 | 62 | |
| 6 | 60 | |
| 5 | 62 | |
| 4 | 60 | |
| 3 | 62 |
year
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 2012 | |
|---|---|
| 2011 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 2924 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2011 |
|---|---|
| 2nd row | 2011 |
| 3rd row | 2011 |
| 4th row | 2011 |
| 5th row | 2011 |
Common Values
| Value | Count | Frequency (%) |
| 2012 | 366 | |
| 2011 | 365 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2012 | 366 | |
| 2011 | 365 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1097 | |
| 1 | 1096 | |
| 0 | 731 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2924 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1097 | |
| 1 | 1096 | |
| 0 | 731 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2924 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1097 | |
| 1 | 1096 | |
| 0 | 731 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2924 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1097 | |
| 1 | 1096 | |
| 0 | 731 |
season
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 3 | |
|---|---|
| 2 | |
| 1 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 731 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 181 | |
| 4 | 178 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 181 | |
| 4 | 178 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 181 | |
| 4 | 178 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 731 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 181 | |
| 4 | 178 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 731 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 181 | |
| 4 | 178 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 731 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 188 | |
| 2 | 184 | |
| 1 | 181 | |
| 4 | 178 |
holiday
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 0 | |
|---|---|
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 731 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 1 | 21 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 1 | 21 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 1 | 21 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 731 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 1 | 21 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 731 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 1 | 21 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 731 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 1 | 21 | 2.9% |
weekday
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.997264 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 105 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.0047869 |
|---|---|
| Coefficient of variation (CV) | 0.66887231 |
| Kurtosis | -1.2542824 |
| Mean | 2.997264 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0027415977 |
| Sum | 2191 |
| Variance | 4.0191706 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 6 | 105 | |
| 0 | 105 | |
| 1 | 105 | |
| 2 | 104 | |
| 3 | 104 | |
| 4 | 104 | |
| 5 | 104 |
| Value | Count | Frequency (%) |
| 0 | 105 | |
| 1 | 105 | |
| 2 | 104 | |
| 3 | 104 | |
| 4 | 104 | |
| 5 | 104 | |
| 6 | 105 |
| Value | Count | Frequency (%) |
| 6 | 105 | |
| 5 | 104 | |
| 4 | 104 | |
| 3 | 104 | |
| 2 | 104 | |
| 1 | 105 | |
| 0 | 105 |
workingday
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 731 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 231 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 231 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 231 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 731 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 231 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 731 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 231 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 731 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 231 |
weathersit
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 731 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 247 | |
| 3 | 21 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 247 | |
| 3 | 21 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 247 | |
| 3 | 21 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 731 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 247 | |
| 3 | 21 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 731 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 247 | |
| 3 | 21 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 731 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 463 | |
| 2 | 247 | |
| 3 | 21 | 2.9% |
temp
Real number (ℝ)
| Distinct | 499 |
|---|---|
| Distinct (%) | 68.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49538479 |
| Minimum | 0.0591304 |
|---|---|
| Maximum | 0.861667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0.0591304 |
|---|---|
| 5-th percentile | 0.2135685 |
| Q1 | 0.3370835 |
| median | 0.498333 |
| Q3 | 0.6554165 |
| 95-th percentile | 0.76875 |
| Maximum | 0.861667 |
| Range | 0.8025366 |
| Interquartile range (IQR) | 0.318333 |
Descriptive statistics
| Standard deviation | 0.183051 |
|---|---|
| Coefficient of variation (CV) | 0.36951275 |
| Kurtosis | -1.1188642 |
| Mean | 0.49538479 |
| Median Absolute Deviation (MAD) | 0.158333 |
| Skewness | -0.054520965 |
| Sum | 362.12628 |
| Variance | 0.033507667 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.635 | 5 | 0.7% |
| 0.265833 | 5 | 0.7% |
| 0.68 | 4 | 0.5% |
| 0.710833 | 4 | 0.5% |
| 0.564167 | 4 | 0.5% |
| 0.484167 | 4 | 0.5% |
| 0.649167 | 4 | 0.5% |
| 0.696667 | 4 | 0.5% |
| 0.4375 | 4 | 0.5% |
| 0.606667 | 3 | 0.4% |
| Other values (489) | 690 |
| Value | Count | Frequency (%) |
| 0.0591304 | 1 | |
| 0.0965217 | 1 | |
| 0.0973913 | 1 | |
| 0.1075 | 1 | |
| 0.1275 | 1 | |
| 0.134783 | 1 | |
| 0.138333 | 1 | |
| 0.144348 | 1 | |
| 0.15 | 1 | |
| 0.150833 | 1 |
| Value | Count | Frequency (%) |
| 0.861667 | 1 | |
| 0.849167 | 1 | |
| 0.848333 | 1 | |
| 0.838333 | 1 | |
| 0.834167 | 1 | |
| 0.83 | 1 | |
| 0.828333 | 1 | |
| 0.8275 | 1 | |
| 0.8225 | 1 | |
| 0.818333 | 1 |
atemp
Real number (ℝ)
| Distinct | 690 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.47435399 |
| Minimum | 0.0790696 |
|---|---|
| Maximum | 0.840896 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0.0790696 |
|---|---|
| 5-th percentile | 0.2206455 |
| Q1 | 0.3378425 |
| median | 0.486733 |
| Q3 | 0.608602 |
| 95-th percentile | 0.714967 |
| Maximum | 0.840896 |
| Range | 0.7618264 |
| Interquartile range (IQR) | 0.2707595 |
Descriptive statistics
| Standard deviation | 0.16296118 |
|---|---|
| Coefficient of variation (CV) | 0.34354339 |
| Kurtosis | -0.98513053 |
| Mean | 0.47435399 |
| Median Absolute Deviation (MAD) | 0.135624 |
| Skewness | -0.13108804 |
| Sum | 346.75277 |
| Variance | 0.026556346 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.654688 | 4 | 0.5% |
| 0.375621 | 3 | 0.4% |
| 0.637008 | 3 | 0.4% |
| 0.571975 | 2 | 0.3% |
| 0.466525 | 2 | 0.3% |
| 0.607962 | 2 | 0.3% |
| 0.654042 | 2 | 0.3% |
| 0.32575 | 2 | 0.3% |
| 0.595346 | 2 | 0.3% |
| 0.39835 | 2 | 0.3% |
| Other values (680) | 707 |
| Value | Count | Frequency (%) |
| 0.0790696 | 1 | |
| 0.0988391 | 1 | |
| 0.101658 | 1 | |
| 0.116175 | 1 | |
| 0.11793 | 1 | |
| 0.119337 | 1 | |
| 0.126275 | 1 | |
| 0.144283 | 1 | |
| 0.149548 | 1 | |
| 0.150883 | 1 |
| Value | Count | Frequency (%) |
| 0.840896 | 1 | |
| 0.826371 | 1 | |
| 0.804913 | 1 | |
| 0.804287 | 1 | |
| 0.794829 | 1 | |
| 0.790396 | 1 | |
| 0.786613 | 1 | |
| 0.785967 | 1 | |
| 0.761367 | 1 | |
| 0.757579 | 1 |
hum
Real number (ℝ)
| Distinct | 595 |
|---|---|
| Distinct (%) | 81.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62789406 |
| Minimum | 0 |
|---|---|
| Maximum | 0.9725 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4074545 |
| Q1 | 0.52 |
| median | 0.626667 |
| Q3 | 0.7302085 |
| 95-th percentile | 0.8685415 |
| Maximum | 0.9725 |
| Range | 0.9725 |
| Interquartile range (IQR) | 0.2102085 |
Descriptive statistics
| Standard deviation | 0.1424291 |
|---|---|
| Coefficient of variation (CV) | 0.22683619 |
| Kurtosis | -0.064530135 |
| Mean | 0.62789406 |
| Median Absolute Deviation (MAD) | 0.104584 |
| Skewness | -0.069783434 |
| Sum | 458.99056 |
| Variance | 0.020286047 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.613333 | 4 | 0.5% |
| 0.605 | 3 | 0.4% |
| 0.59 | 3 | 0.4% |
| 0.538333 | 3 | 0.4% |
| 0.69 | 3 | 0.4% |
| 0.57 | 3 | 0.4% |
| 0.568333 | 3 | 0.4% |
| 0.722917 | 3 | 0.4% |
| 0.552083 | 3 | 0.4% |
| 0.74125 | 3 | 0.4% |
| Other values (585) | 700 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.187917 | 1 | |
| 0.254167 | 1 | |
| 0.275833 | 1 | |
| 0.29 | 1 | |
| 0.302174 | 1 | |
| 0.305 | 1 | |
| 0.31125 | 1 | |
| 0.314167 | 1 | |
| 0.314348 | 1 |
| Value | Count | Frequency (%) |
| 0.9725 | 1 | |
| 0.970417 | 1 | |
| 0.9625 | 1 | |
| 0.949583 | 1 | |
| 0.948261 | 1 | |
| 0.939565 | 1 | |
| 0.93 | 1 | |
| 0.929167 | 1 | |
| 0.925 | 1 | |
| 0.9225 | 1 |
windspeed
Real number (ℝ)
| Distinct | 650 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19048621 |
| Minimum | 0.0223917 |
|---|---|
| Maximum | 0.507463 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0.0223917 |
|---|---|
| 5-th percentile | 0.07961665 |
| Q1 | 0.13495 |
| median | 0.180975 |
| Q3 | 0.2332145 |
| 95-th percentile | 0.343283 |
| Maximum | 0.507463 |
| Range | 0.4850713 |
| Interquartile range (IQR) | 0.0982645 |
Descriptive statistics
| Standard deviation | 0.077497871 |
|---|---|
| Coefficient of variation (CV) | 0.40684242 |
| Kurtosis | 0.41092227 |
| Mean | 0.19048621 |
| Median Absolute Deviation (MAD) | 0.049129 |
| Skewness | 0.67734542 |
| Sum | 139.24542 |
| Variance | 0.00600592 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.134954 | 3 | 0.4% |
| 0.228858 | 3 | 0.4% |
| 0.136817 | 3 | 0.4% |
| 0.1107 | 3 | 0.4% |
| 0.118792 | 3 | 0.4% |
| 0.149883 | 3 | 0.4% |
| 0.167912 | 3 | 0.4% |
| 0.166667 | 3 | 0.4% |
| 0.10635 | 3 | 0.4% |
| 0.180975 | 2 | 0.3% |
| Other values (640) | 702 |
| Value | Count | Frequency (%) |
| 0.0223917 | 1 | |
| 0.0423042 | 1 | |
| 0.0454042 | 1 | |
| 0.0454083 | 1 | |
| 0.04665 | 1 | |
| 0.047275 | 1 | |
| 0.0503792 | 1 | |
| 0.0528708 | 1 | |
| 0.053213 | 1 | |
| 0.057225 | 1 |
| Value | Count | Frequency (%) |
| 0.507463 | 1 | |
| 0.441563 | 1 | |
| 0.422275 | 1 | |
| 0.421642 | 1 | |
| 0.417908 | 1 | |
| 0.415429 | 1 | |
| 0.4148 | 1 | |
| 0.409212 | 1 | |
| 0.407346 | 1 | |
| 0.398008 | 1 |
rentals
Real number (ℝ)
| Distinct | 606 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 848.17647 |
| Minimum | 2 |
|---|---|
| Maximum | 3410 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 88 |
| Q1 | 315.5 |
| median | 713 |
| Q3 | 1096 |
| 95-th percentile | 2355 |
| Maximum | 3410 |
| Range | 3408 |
| Interquartile range (IQR) | 780.5 |
Descriptive statistics
| Standard deviation | 686.62249 |
|---|---|
| Coefficient of variation (CV) | 0.80952787 |
| Kurtosis | 1.3220743 |
| Mean | 848.17647 |
| Median Absolute Deviation (MAD) | 396 |
| Skewness | 1.266454 |
| Sum | 620017 |
| Variance | 471450.44 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 4 | 0.5% |
| 968 | 4 | 0.5% |
| 163 | 3 | 0.4% |
| 653 | 3 | 0.4% |
| 123 | 3 | 0.4% |
| 140 | 3 | 0.4% |
| 244 | 3 | 0.4% |
| 639 | 3 | 0.4% |
| 775 | 3 | 0.4% |
| 1198 | 2 | 0.3% |
| Other values (596) | 700 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 9 | 2 | |
| 15 | 1 | |
| 25 | 1 | |
| 34 | 1 | |
| 38 | 2 | |
| 41 | 1 | |
| 42 | 1 | |
| 43 | 1 | |
| 46 | 1 |
| Value | Count | Frequency (%) |
| 3410 | 1 | |
| 3283 | 1 | |
| 3252 | 1 | |
| 3160 | 1 | |
| 3155 | 1 | |
| 3065 | 1 | |
| 3031 | 1 | |
| 2963 | 1 | |
| 2855 | 1 | |
| 2846 | 1 |
| day | mnth | weekday | temp | atemp | hum | windspeed | rentals | year | season | holiday | workingday | weathersit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| day | 1.000 | 0.009 | -0.000 | 0.020 | 0.014 | 0.040 | 0.019 | -0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 |
| mnth | 0.009 | 1.000 | 0.009 | 0.208 | 0.209 | 0.213 | -0.207 | 0.185 | 0.000 | 0.884 | 0.000 | 0.000 | 0.104 |
| weekday | -0.000 | 0.009 | 1.000 | -0.004 | -0.013 | -0.054 | 0.013 | 0.040 | 0.000 | 0.000 | 0.268 | 0.935 | 0.040 |
| temp | 0.020 | 0.208 | -0.004 | 1.000 | 0.993 | 0.130 | -0.147 | 0.667 | 0.112 | 0.572 | 0.000 | 0.041 | 0.148 |
| atemp | 0.014 | 0.209 | -0.013 | 0.993 | 1.000 | 0.140 | -0.169 | 0.668 | 0.082 | 0.577 | 0.022 | 0.088 | 0.170 |
| hum | 0.040 | 0.213 | -0.054 | 0.130 | 0.140 | 1.000 | -0.239 | -0.071 | 0.152 | 0.151 | 0.000 | 0.055 | 0.551 |
| windspeed | 0.019 | -0.207 | 0.013 | -0.147 | -0.169 | -0.239 | 1.000 | -0.180 | 0.062 | 0.190 | 0.000 | 0.045 | 0.110 |
| rentals | -0.006 | 0.185 | 0.040 | 0.667 | 0.668 | -0.071 | -0.180 | 1.000 | 0.317 | 0.374 | 0.036 | 0.571 | 0.221 |
| year | 0.000 | 0.000 | 0.000 | 0.112 | 0.082 | 0.152 | 0.062 | 0.317 | 1.000 | 0.000 | 0.000 | 0.000 | 0.054 |
| season | 0.000 | 0.884 | 0.000 | 0.572 | 0.577 | 0.151 | 0.190 | 0.374 | 0.000 | 1.000 | 0.000 | 0.000 | 0.078 |
| holiday | 0.000 | 0.000 | 0.268 | 0.000 | 0.022 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 1.000 | 0.242 | 0.000 |
| workingday | 0.000 | 0.000 | 0.935 | 0.041 | 0.088 | 0.055 | 0.045 | 0.571 | 0.000 | 0.000 | 0.242 | 1.000 | 0.032 |
| weathersit | 0.045 | 0.104 | 0.040 | 0.148 | 0.170 | 0.551 | 0.110 | 0.221 | 0.054 | 0.078 | 0.000 | 0.032 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| day | mnth | year | season | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | rentals | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 2011 | 1 | 0 | 6 | 0 | 2 | 0.344167 | 0.363625 | 0.805833 | 0.160446 | 331 |
| 1 | 2 | 1 | 2011 | 1 | 0 | 0 | 0 | 2 | 0.363478 | 0.353739 | 0.696087 | 0.248539 | 131 |
| 2 | 3 | 1 | 2011 | 1 | 0 | 1 | 1 | 1 | 0.196364 | 0.189405 | 0.437273 | 0.248309 | 120 |
| 3 | 4 | 1 | 2011 | 1 | 0 | 2 | 1 | 1 | 0.200000 | 0.212122 | 0.590435 | 0.160296 | 108 |
| 4 | 5 | 1 | 2011 | 1 | 0 | 3 | 1 | 1 | 0.226957 | 0.229270 | 0.436957 | 0.186900 | 82 |
| 5 | 6 | 1 | 2011 | 1 | 0 | 4 | 1 | 1 | 0.204348 | 0.233209 | 0.518261 | 0.089565 | 88 |
| 6 | 7 | 1 | 2011 | 1 | 0 | 5 | 1 | 2 | 0.196522 | 0.208839 | 0.498696 | 0.168726 | 148 |
| 7 | 8 | 1 | 2011 | 1 | 0 | 6 | 0 | 2 | 0.165000 | 0.162254 | 0.535833 | 0.266804 | 68 |
| 8 | 9 | 1 | 2011 | 1 | 0 | 0 | 0 | 1 | 0.138333 | 0.116175 | 0.434167 | 0.361950 | 54 |
| 9 | 10 | 1 | 2011 | 1 | 0 | 1 | 1 | 1 | 0.150833 | 0.150888 | 0.482917 | 0.223267 | 41 |
| day | mnth | year | season | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | rentals | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 721 | 22 | 12 | 2012 | 1 | 0 | 6 | 0 | 1 | 0.265833 | 0.236113 | 0.441250 | 0.407346 | 205 |
| 722 | 23 | 12 | 2012 | 1 | 0 | 0 | 0 | 1 | 0.245833 | 0.259471 | 0.515417 | 0.133083 | 408 |
| 723 | 24 | 12 | 2012 | 1 | 0 | 1 | 1 | 2 | 0.231304 | 0.258900 | 0.791304 | 0.077230 | 174 |
| 724 | 25 | 12 | 2012 | 1 | 1 | 2 | 0 | 2 | 0.291304 | 0.294465 | 0.734783 | 0.168726 | 440 |
| 725 | 26 | 12 | 2012 | 1 | 0 | 3 | 1 | 3 | 0.243333 | 0.220333 | 0.823333 | 0.316546 | 9 |
| 726 | 27 | 12 | 2012 | 1 | 0 | 4 | 1 | 2 | 0.254167 | 0.226642 | 0.652917 | 0.350133 | 247 |
| 727 | 28 | 12 | 2012 | 1 | 0 | 5 | 1 | 2 | 0.253333 | 0.255046 | 0.590000 | 0.155471 | 644 |
| 728 | 29 | 12 | 2012 | 1 | 0 | 6 | 0 | 2 | 0.253333 | 0.242400 | 0.752917 | 0.124383 | 159 |
| 729 | 30 | 12 | 2012 | 1 | 0 | 0 | 0 | 1 | 0.255833 | 0.231700 | 0.483333 | 0.350754 | 364 |
| 730 | 31 | 12 | 2012 | 1 | 0 | 1 | 1 | 2 | 0.215833 | 0.223487 | 0.577500 | 0.154846 | 439 |